IceLake TensorFlow Lite

Intel Core i7-1065G7 testing with a Dell 06CDVY (1.0.9 BIOS) and Intel Iris Plus G7 3GB on Ubuntu 20.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2008243-FI-ICELAKETE47
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i7-1065G7 Base Run
August 23 2020
  35 Minutes
Run 2
August 24 2020
  34 Minutes
Run 3
August 24 2020
  35 Minutes
Run 4
August 24 2020
  35 Minutes
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IceLake TensorFlow LiteOpenBenchmarking.orgPhoronix Test Suite 10.4.0m1Intel Core i7-1065G7 @ 3.90GHz (4 Cores / 8 Threads)Dell 06CDVY (1.0.9 BIOS)Intel Device 34ef16GBKBG40ZPZ512G NVMe TOSHIBA 512GBIntel Iris Plus G7 3GB (1100MHz)Realtek ALC289Intel Killer Wi-Fi 6 AX1650i 160MHzUbuntu 20.045.9.0-050900rc1daily20200819-generic (x86_64) 20200818GNOME Shell 3.36.4X Server 1.20.8modesetting 1.20.84.6 Mesa 20.0.41.2.131GCC 9.3.0ext41920x1200ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLVulkanCompilerFile-SystemScreen ResolutionIceLake TensorFlow Lite BenchmarksSystem Logs- Scaling Governor: intel_pstate powersave - CPU Microcode: 0x78- itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

i7-1065G7 Base RunRun 2Run 3Run 4Result OverviewPhoronix Test Suite 10.4.0m1100%100%101%101%102%TensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteTensorFlow LiteInception V4Mobilenet QuantI.R.VMobilenet FloatNASNet MobileSqueezeNet

IceLake TensorFlow Litetensorflow-lite: SqueezeNettensorflow-lite: Inception V4tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: Inception ResNet V2i7-1065G7 Base RunRun 2Run 3Run 462440990599274512624191324181038205123626580921516345620442387542367783010276259679152753455889423160422567828782062644891803774552954237714229468304020OpenBenchmarking.org

TensorFlow Lite

This is a benchmark of the TensorFlow Lite implementation. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetRun 2Run 3Run 4i7-1065G7 Base Run130K260K390K520K650KSE +/- 6624.90, N = 8SE +/- 6115.93, N = 9SE +/- 6155.90, N = 9SE +/- 6173.06, N = 9626580625967626448624409
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetRun 2Run 3Run 4i7-1065G7 Base Run110K220K330K440K550KMin: 580225 / Avg: 626580.38 / Max: 633689Min: 577116 / Avg: 625967 / Max: 633420Min: 577241 / Avg: 626448.44 / Max: 633365Min: 582443 / Avg: 624408.78 / Max: 655444

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Run 2Run 3Run 4i7-1065G7 Base Run2M4M6M8M10MSE +/- 33881.36, N = 3SE +/- 7167.26, N = 3SE +/- 1006.75, N = 3SE +/- 1678.14, N = 39215163915275391803779059927
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4Run 2Run 3Run 4i7-1065G7 Base Run1.6M3.2M4.8M6.4M8MMin: 9174120 / Avg: 9215163.33 / Max: 9282380Min: 9139780 / Avg: 9152753.33 / Max: 9164520Min: 9179200 / Avg: 9180376.67 / Max: 9182380Min: 9058000 / Avg: 9059926.67 / Max: 9063270

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileRun 2Run 3Run 4i7-1065G7 Base Run100K200K300K400K500KSE +/- 3205.03, N = 3SE +/- 3240.40, N = 3SE +/- 3348.20, N = 3SE +/- 3425.92, N = 3456204455889455295451262
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileRun 2Run 3Run 4i7-1065G7 Base Run80K160K240K320K400KMin: 449794 / Avg: 456204 / Max: 459431Min: 449409 / Avg: 455889 / Max: 459217Min: 448621 / Avg: 455295.33 / Max: 459103Min: 444415 / Avg: 451262.33 / Max: 454901

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatRun 2Run 3Run 4i7-1065G7 Base Run90K180K270K360K450KSE +/- 3379.39, N = 3SE +/- 3567.59, N = 3SE +/- 3564.86, N = 3SE +/- 2847.74, N = 3423875423160423771419132
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatRun 2Run 3Run 4i7-1065G7 Base Run70K140K210K280K350KMin: 417148 / Avg: 423875.33 / Max: 427803Min: 416075 / Avg: 423159.67 / Max: 427436Min: 416696 / Avg: 423771 / Max: 428072Min: 413439 / Avg: 419131.67 / Max: 422133

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantRun 2Run 3Run 4i7-1065G7 Base Run90K180K270K360K450KSE +/- 3033.64, N = 3SE +/- 3385.38, N = 3SE +/- 3381.27, N = 3SE +/- 3745.57, N = 3423677422567422946418103
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantRun 2Run 3Run 4i7-1065G7 Base Run70K140K210K280K350KMin: 417613 / Avg: 423677.33 / Max: 426873Min: 415796 / Avg: 422566.67 / Max: 425982Min: 416228 / Avg: 422946.33 / Max: 426974Min: 410612 / Avg: 418103 / Max: 421888

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Run 2Run 3Run 4i7-1065G7 Base Run2M4M6M8M10MSE +/- 4154.54, N = 3SE +/- 4935.89, N = 3SE +/- 7204.57, N = 3SE +/- 2058.80, N = 38301027828782083040208205123
OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2Run 2Run 3Run 4i7-1065G7 Base Run1.4M2.8M4.2M5.6M7MMin: 8292750 / Avg: 8301026.67 / Max: 8305800Min: 8281960 / Avg: 8287820 / Max: 8297630Min: 8291720 / Avg: 8304020 / Max: 8316670Min: 8202210 / Avg: 8205123.33 / Max: 8209100